Plastic surgery among men also grew in popularity, the 2014 report noted.

"Male plastic surgery rates have significantly increased since 2000, and the notion that cosmetic procedures are just for women no longer exists," society president Dr. Scot Glasberg said in the news release.

Some men wanted bigger chests: Plastic surgeons performed 1,054 pectoral implants (208 percent more than in 2013).

And more than 26,000 men underwent breast reductions (29 percent more than in 2000).

"Men are seeking to regain a more youthful look, improve their self-image and feel better about their appearance," Glasberg added.

Overall, 15.6 million minimally invasive and surgical cosmetic procedures were performed in the United States in 2014. There were also 5.8 million reconstructive surgeries performed -- a 1 percent increase from 2013.

"It's encouraging to see a significant rise in breast reconstruction rates, because studies show that reconstruction can greatly improve a patient's quality of life and self-image," Glasberg said. "But, not all breast cancer patients undergo breast reconstruction, in some cases because they are not informed of all of their reconstructive options."